EDA df_full_analcoholicos

Brought to you by YData

Dataset statistics

Number of variables	19
Number of observations	2701455
Missing cells	632235
Missing cells (%)	1.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	758.3 MiB
Average record size in memory	294.4 B

Variable types

Numeric	16
Categorical	3

Alerts

`canal` is highly overall correlated with `segmento`	High correlation
`densidad_hab` is highly overall correlated with `superficie_km2`	High correlation
`dolar` is highly overall correlated with `id_periodo` and 3 other fields	High correlation
`id_barrio` is highly overall correlated with `id_comuna`	High correlation
`id_comuna` is highly overall correlated with `id_barrio`	High correlation
`id_periodo` is highly overall correlated with `dolar` and 3 other fields	High correlation
`imacec` is highly overall correlated with `dolar` and 3 other fields	High correlation
`segmento` is highly overall correlated with `canal`	High correlation
`superficie_km2` is highly overall correlated with `densidad_hab`	High correlation
`tpm` is highly overall correlated with `dolar` and 3 other fields	High correlation
`uf` is highly overall correlated with `dolar` and 3 other fields	High correlation
`descr_flag_patente` is highly imbalanced (53.6%)	Imbalance
`indice_gse` has 147275 (5.5%) missing values	Missing
`n_habitantes` has 147275 (5.5%) missing values	Missing
`n_ptos_interes` has 48031 (1.8%) missing values	Missing
`superficie_km2` has 48031 (1.8%) missing values	Missing
`densidad_hab` has 147275 (5.5%) missing values	Missing
`tasa_desempleo` has 82402 (3.1%) missing values	Missing
`liq_um` is highly skewed (γ1 = 91.28986202)	Skewed
`liq_um` has 27516 (1.0%) zeros	Zeros
`ipc` has 82125 (3.0%) zeros	Zeros
`imacec` has 168331 (6.2%) zeros	Zeros

Reproduction

Analysis started	2025-10-18 02:22:52.936293
Analysis finished	2025-10-18 02:25:21.909728
Duration	2 minutes and 28.97 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

id_cliente
Real number (ℝ)

Distinct	131135
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	374215.96

Minimum	33
Maximum	727518
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	33
5-th percentile	57323
Q1	193464
median	373932
Q3	554316
95-th percentile	688892
Maximum	727518
Range	727485
Interquartile range (IQR)	360852

Descriptive statistics

Standard deviation	203347.58
Coefficient of variation (CV)	0.54339632
Kurtosis	-1.1908105
Mean	374215.96
Median Absolute Deviation (MAD)	180395
Skewness	-0.057548703
Sum	1.0109276 × 10¹²
Variance	4.1350237 × 10¹⁰
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
727518	32	< 0.1%
727512	32	< 0.1%
43	32	< 0.1%
44	32	< 0.1%
727507	32	< 0.1%
48	32	< 0.1%
51	32	< 0.1%
727118	32	< 0.1%
727110	32	< 0.1%
727106	32	< 0.1%
Other values (131125)	2701135	> 99.9%

Value	Count	Frequency (%)
33	22	< 0.1%
43	32	< 0.1%
44	32	< 0.1%
47	25	< 0.1%
48	32	< 0.1%
51	32	< 0.1%
56	24	< 0.1%
57	18	< 0.1%
60	5	< 0.1%
62	19	< 0.1%

Value	Count	Frequency (%)
727518	32	< 0.1%
727517	6	< 0.1%
727515	25	< 0.1%
727514	1	< 0.1%
727512	32	< 0.1%
727511	27	< 0.1%
727510	29	< 0.1%
727509	8	< 0.1%
727507	32	< 0.1%
727505	29	< 0.1%

id_periodo
Real number (ℝ)

High correlation

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202392.25

Minimum	202301
Maximum	202508
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	202301
5-th percentile	202302
Q1	202308
median	202404
Q3	202412
95-th percentile	202507
Maximum	202508
Range	207
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	77.300609
Coefficient of variation (CV)	0.00038193463
Kurtosis	-1.3257742
Mean	202392.25
Median Absolute Deviation (MAD)	95
Skewness	0.22741951
Sum	5.4675356 × 10¹¹
Variance	5975.3841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
202303	88568	3.3%
202301	87589	3.2%
202304	86882	3.2%
202312	86329	3.2%
202302	86291	3.2%
202305	86184	3.2%
202412	85704	3.2%
202403	85662	3.2%
202310	85406	3.2%
202311	85351	3.2%
Other values (22)	1837489	68.0%

Value	Count	Frequency (%)
202301	87589	3.2%
202302	86291	3.2%
202303	88568	3.3%
202304	86882	3.2%
202305	86184	3.2%
202306	84554	3.1%
202307	84431	3.1%
202308	85270	3.2%
202309	84846	3.1%
202310	85406	3.2%

Value	Count	Frequency (%)
202508	82125	3.0%
202507	81864	3.0%
202506	80950	3.0%
202505	82108	3.0%
202504	82402	3.1%
202503	84329	3.1%
202502	82334	3.0%
202501	84312	3.1%
202412	85704	3.2%
202411	84756	3.1%

liq_um
Real number (ℝ)

Skewed Zeros

Distinct	516419
Distinct (%)	19.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7252702

Minimum	-286.8768
Maximum	9744.3456
Zeros	27516
Zeros (%)	1.0%
Negative	352
Negative (%)	< 0.1%
Memory size	20.6 MiB

Quantile statistics

Minimum	-286.8768
5-th percentile	0.216
Q1	0.996
median	2.54384
Q3	5.987984
95-th percentile	19.369454
Maximum	9744.3456
Range	10031.222
Interquartile range (IQR)	4.991984

Descriptive statistics

Standard deviation	38.825173
Coefficient of variation (CV)	5.773028
Kurtosis	15670.431
Mean	6.7252702
Median Absolute Deviation (MAD)	1.89584
Skewness	91.289862
Sum	18168015
Variance	1507.3941
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27516	1.0%
0.192	7009	0.3%
0.288	6897	0.3%
0.384	6768	0.3%
0.096	6433	0.2%
0.48	6411	0.2%
0.72	6144	0.2%
0.1344	6133	0.2%
0.24	6032	0.2%
0.36	5799	0.2%
Other values (516409)	2616313	96.8%

Value	Count	Frequency (%)
-286.8768	1	< 0.1%
-87.07968	1	< 0.1%
-75.8112	1	< 0.1%
-44.928	1	< 0.1%
-44.1408	1	< 0.1%
-38.304	1	< 0.1%
-34.848	1	< 0.1%
-33.6	1	< 0.1%
-32.7264	1	< 0.1%
-32.6016	1	< 0.1%

Value	Count	Frequency (%)
9744.3456	1	< 0.1%
9635.2368	1	< 0.1%
9074.4	1	< 0.1%
8754.9504	1	< 0.1%
8635.9776	1	< 0.1%
8626.704	1	< 0.1%
8339.4048	1	< 0.1%
8238.07872	1	< 0.1%
7922.16	1	< 0.1%
7911.36	1	< 0.1%

id_barrio
Real number (ℝ)

High correlation

Distinct	2037
Distinct (%)	0.1%
Missing	11946
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	889380.19

Minimum	110110
Maximum	1510511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	110110
5-th percentile	210211
Q1	560114
median	840116
Q3	1311415
95-th percentile	1360112
Maximum	1510511
Range	1400401
Interquartile range (IQR)	751301

Descriptive statistics

Standard deviation	390355.34
Coefficient of variation (CV)	0.43890717
Kurtosis	-1.2106088
Mean	889380.19
Median Absolute Deviation (MAD)	419697
Skewness	-0.1720716
Sum	2.391996 × 10¹²
Variance	1.5237729 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1310124	13475	0.5%
210119	12620	0.5%
810213	10930	0.4%
1312510	9575	0.4%
1010121	9469	0.4%
210114	9420	0.3%
110710	9301	0.3%
1312419	9002	0.3%
320210	8753	0.3%
1030123	8153	0.3%
Other values (2027)	2588811	95.8%
(Missing)	11946	0.4%

Value	Count	Frequency (%)
110110	6749	0.2%
110111	3114	0.1%
110112	4491	0.2%
110113	3293	0.1%
110114	3706	0.1%
110115	2525	0.1%
110116	5981	0.2%
110117	3686	0.1%
110118	3944	0.1%
110119	572	< 0.1%

Value	Count	Frequency (%)
1510511	1363	0.1%
1510510	5	< 0.1%
1510128	230	< 0.1%
1510126	1778	0.1%
1510125	696	< 0.1%
1510124	3883	0.1%
1510123	2424	0.1%
1510122	5846	0.2%
1510121	1388	0.1%
1510120	2577	0.1%

id_comuna
Real number (ℝ)

High correlation

Distinct	325
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8897.1978

Minimum	1101
Maximum	15105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	1101
5-th percentile	2102
Q1	5601
median	8401
Q3	13114
95-th percentile	13601
Maximum	15105
Range	14004
Interquartile range (IQR)	7513

Descriptive statistics

Standard deviation	3901.4076
Coefficient of variation (CV)	0.43849847
Kurtosis	-1.2075814
Mean	8897.1978
Median Absolute Deviation (MAD)	4197
Skewness	-0.17462584
Sum	2.4035379 × 10¹⁰
Variance	15220982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13101	86070	3.2%
2101	72197	2.7%
5109	58552	2.2%
13201	55718	2.1%
5101	50436	1.9%
15101	47535	1.8%
6101	46367	1.7%
13110	46116	1.7%
13119	45493	1.7%
4102	45386	1.7%
Other values (315)	2147585	79.5%

Value	Count	Frequency (%)
1101	42577	1.6%
1107	16052	0.6%
1401	1633	0.1%
2101	72197	2.7%
2102	4098	0.2%
2103	1381	0.1%
2104	3983	0.1%
2201	34964	1.3%
2203	4691	0.2%
2301	8041	0.3%

Value	Count	Frequency (%)
15105	1394	0.1%
15101	47535	1.8%
14204	4218	0.2%
14203	1763	0.1%
14202	2966	0.1%
14201	4589	0.2%
14108	5340	0.2%
14107	2986	0.1%
14106	3807	0.1%
14104	1736	0.1%

segmento
Categorical

High correlation

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	131.4 MiB

AL	1505965
AP	488044
BO	232348
RT	177467
FS	118931
Other values (11)	178700

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	5402910
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BA
2nd row	BA
3rd row	BA
4th row	BA
5th row	BA

Common Values

Value	Count	Frequency (%)
AL	1505965	55.7%
AP	488044	18.1%
BO	232348	8.6%
RT	177467	6.6%
FS	118931	4.4%
MA	44579	1.7%
KI	32807	1.2%
BA	29670	1.1%
IE	24701	0.9%
FF	22927	0.8%
Other values (6)	24016	0.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
al	1505965	55.7%
ap	488044	18.1%
bo	232348	8.6%
rt	177467	6.6%
fs	118931	4.4%
ma	44579	1.7%
ki	32807	1.2%
ba	29670	1.1%
ie	24701	0.9%
ff	22927	0.8%
Other values (6)	24016	0.9%

Most occurring characters

Value	Count	Frequency (%)
A	2068258	38.3%
L	1505965	27.9%
P	488044	9.0%
B	262018	4.8%
O	232348	4.3%
R	189074	3.5%
T	177467	3.3%
F	164929	3.1%
S	125060	2.3%
I	60069	1.1%
Other values (5)	129678	2.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5402910	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	2068258	38.3%
L	1505965	27.9%
P	488044	9.0%
B	262018	4.8%
O	232348	4.3%
R	189074	3.5%
T	177467	3.3%
F	164929	3.1%
S	125060	2.3%
I	60069	1.1%
Other values (5)	129678	2.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5402910	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	2068258	38.3%
L	1505965	27.9%
P	488044	9.0%
B	262018	4.8%
O	232348	4.3%
R	189074	3.5%
T	177467	3.3%
F	164929	3.1%
S	125060	2.3%
I	60069	1.1%
Other values (5)	129678	2.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5402910	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	2068258	38.3%
L	1505965	27.9%
P	488044	9.0%
B	262018	4.8%
O	232348	4.3%
R	189074	3.5%
T	177467	3.3%
F	164929	3.1%
S	125060	2.3%
I	60069	1.1%
Other values (5)	129678	2.4%

canal
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	142.7 MiB

COMPRA	1738313
CONSUMO	918563
MAYORISTA	44579

Length

Max length	9
Median length	6
Mean length	6.3895308
Min length	6

Characters and Unicode

Total characters	17261030
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CONSUMO
2nd row	CONSUMO
3rd row	CONSUMO
4th row	CONSUMO
5th row	CONSUMO

Common Values

Value	Count	Frequency (%)
COMPRA	1738313	64.3%
CONSUMO	918563	34.0%
MAYORISTA	44579	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
compra	1738313	64.3%
consumo	918563	34.0%
mayorista	44579	1.7%

Most occurring characters

Value	Count	Frequency (%)
O	3620018	21.0%
M	2701455	15.7%
C	2656876	15.4%
A	1827471	10.6%
R	1782892	10.3%
P	1738313	10.1%
S	963142	5.6%
N	918563	5.3%
U	918563	5.3%
Y	44579	0.3%
Other values (2)	89158	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17261030	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
O	3620018	21.0%
M	2701455	15.7%
C	2656876	15.4%
A	1827471	10.6%
R	1782892	10.3%
P	1738313	10.1%
S	963142	5.6%
N	918563	5.3%
U	918563	5.3%
Y	44579	0.3%
Other values (2)	89158	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17261030	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
O	3620018	21.0%
M	2701455	15.7%
C	2656876	15.4%
A	1827471	10.6%
R	1782892	10.3%
P	1738313	10.1%
S	963142	5.6%
N	918563	5.3%
U	918563	5.3%
Y	44579	0.3%
Other values (2)	89158	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17261030	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
O	3620018	21.0%
M	2701455	15.7%
C	2656876	15.4%
A	1827471	10.6%
R	1782892	10.3%
P	1738313	10.1%
S	963142	5.6%
N	918563	5.3%
U	918563	5.3%
Y	44579	0.3%
Other values (2)	89158	0.5%

descr_flag_patente
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	154.5 MiB

SIN PATENTE	1866826
CON PATENTE	821985
NaN	11946
None	698

Length

Max length	11
Median length	11
Mean length	10.962815
Min length	3

Characters and Unicode

Total characters	29615551
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CON PATENTE
2nd row	CON PATENTE
3rd row	CON PATENTE
4th row	CON PATENTE
5th row	CON PATENTE

Common Values

Value	Count	Frequency (%)
SIN PATENTE	1866826	69.1%
CON PATENTE	821985	30.4%
NaN	11946	0.4%
None	698	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
patente	2688811	49.9%
sin	1866826	34.6%
con	821985	15.2%
nan	11946	0.2%
none	698	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	5402212	18.2%
T	5377622	18.2%
E	5377622	18.2%
A	2688811	9.1%
P	2688811	9.1%
	2688811	9.1%
S	1866826	6.3%
I	1866826	6.3%
C	821985	2.8%
O	821985	2.8%
Other values (4)	14040	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	29615551	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	5402212	18.2%
T	5377622	18.2%
E	5377622	18.2%
A	2688811	9.1%
P	2688811	9.1%
	2688811	9.1%
S	1866826	6.3%
I	1866826	6.3%
C	821985	2.8%
O	821985	2.8%
Other values (4)	14040	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	29615551	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	5402212	18.2%
T	5377622	18.2%
E	5377622	18.2%
A	2688811	9.1%
P	2688811	9.1%
	2688811	9.1%
S	1866826	6.3%
I	1866826	6.3%
C	821985	2.8%
O	821985	2.8%
Other values (4)	14040	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	29615551	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	5402212	18.2%
T	5377622	18.2%
E	5377622	18.2%
A	2688811	9.1%
P	2688811	9.1%
	2688811	9.1%
S	1866826	6.3%
I	1866826	6.3%
C	821985	2.8%
O	821985	2.8%
Other values (4)	14040	< 0.1%

indice_gse
Real number (ℝ)

Missing

Distinct	1360
Distinct (%)	0.1%
Missing	147275
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.10769463

Minimum	0
Maximum	0.61673068
Zeros	32
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0.045710314
Q1	0.070892012
median	0.089680775
Q3	0.12638388
95-th percentile	0.20828511
Maximum	0.61673068
Range	0.61673068
Interquartile range (IQR)	0.055491867

Descriptive statistics

Standard deviation	0.065459531
Coefficient of variation (CV)	0.60782542
Kurtosis	11.16769
Mean	0.10769463
Median Absolute Deviation (MAD)	0.024641158
Skewness	2.7831225
Sum	275071.46
Variance	0.0042849502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1990852323	13475	0.5%
0.1577874161	12620	0.5%
0.07785206482	10930	0.4%
0.08415901048	9575	0.4%
0.08730638337	9469	0.4%
0.1737172517	9420	0.3%
0.07909275266	9301	0.3%
0.09541343967	9002	0.3%
0.08427991096	8753	0.3%
0.06793420572	8153	0.3%
Other values (1350)	2453482	90.8%
(Missing)	147275	5.5%

Value	Count	Frequency (%)
0	32	< 0.1%
0.01155555556	26	< 0.1%
0.01633379986	1001	< 0.1%
0.01742628475	917	< 0.1%
0.01762380952	244	< 0.1%
0.01765070729	887	< 0.1%
0.01842043896	1064	< 0.1%
0.02240665584	1489	0.1%
0.02309187279	736	< 0.1%
0.02337123746	265	< 0.1%

Value	Count	Frequency (%)
0.6167306786	1057	< 0.1%
0.5621148523	147	< 0.1%
0.5404644309	1609	0.1%
0.5339663947	1479	0.1%
0.5241336952	700	< 0.1%
0.5131611595	456	< 0.1%
0.5081605505	1024	< 0.1%
0.4919868472	2511	0.1%
0.4726691173	2333	0.1%
0.4457646212	450	< 0.1%

n_habitantes
Real number (ℝ)

Missing

Distinct	1314
Distinct (%)	0.1%
Missing	147275
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	18812.004

Minimum	0
Maximum	99870
Zeros	32
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	0
5-th percentile	2027
Q1	7760
median	14995
Q3	24532
95-th percentile	49429
Maximum	99870
Range	99870
Interquartile range (IQR)	16772

Descriptive statistics

Standard deviation	15798.619
Coefficient of variation (CV)	0.83981588
Kurtosis	5.4569102
Mean	18812.004
Median Absolute Deviation (MAD)	7763
Skewness	1.9554495
Sum	4.8049243 × 10¹⁰
Variance	2.4959637 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20954	13475	0.5%
79124	12620	0.5%
55031	10930	0.4%
99870	9575	0.4%
58080	9469	0.4%
9861	9420	0.3%
40262	9301	0.3%
97044	9002	0.3%
12880	8827	0.3%
15439	8753	0.3%
Other values (1304)	2452808	90.8%
(Missing)	147275	5.5%

Value	Count	Frequency (%)
0	32	< 0.1%
7	363	< 0.1%
11	17	< 0.1%
12	143	< 0.1%
14	44	< 0.1%
23	456	< 0.1%
31	229	< 0.1%
32	501	< 0.1%
34	67	< 0.1%
46	623	< 0.1%

Value	Count	Frequency (%)
99870	9575	0.4%
97044	9002	0.3%
79755	5574	0.2%
79124	12620	0.5%
73958	7444	0.3%
72888	5841	0.2%
61654	6531	0.2%
60332	2333	0.1%
60260	2743	0.1%
58080	9469	0.4%

n_ptos_interes
Real number (ℝ)

Missing

Distinct	172
Distinct (%)	< 0.1%
Missing	48031
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	55.938215

Minimum	1
Maximum	596
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	13
median	29
Q3	66
95-th percentile	201
Maximum	596
Range	595
Interquartile range (IQR)	53

Descriptive statistics

Standard deviation	78.189936
Coefficient of variation (CV)	1.3977911
Kurtosis	17.298578
Mean	55.938215
Median Absolute Deviation (MAD)	20
Skewness	3.6123063
Sum	1.484278 × 10⁸
Variance	6113.666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	72539	2.7%
16	65651	2.4%
12	62056	2.3%
13	57298	2.1%
6	56686	2.1%
5	53775	2.0%
2	52189	1.9%
8	50874	1.9%
4	50752	1.9%
18	50693	1.9%
Other values (162)	2080911	77.0%

Value	Count	Frequency (%)
1	49191	1.8%
2	52189	1.9%
3	47823	1.8%
4	50752	1.9%
5	53775	2.0%
6	56686	2.1%
7	49525	1.8%
8	50874	1.9%
9	72539	2.7%
10	32802	1.2%

Value	Count	Frequency (%)
596	13475	0.5%
539	4074	0.2%
501	2333	0.1%
461	6399	0.2%
446	4645	0.2%
365	4652	0.2%
361	4231	0.2%
359	5628	0.2%
343	3612	0.1%
290	3470	0.1%

superficie_km2
Real number (ℝ)

High correlation Missing

Distinct	1832
Distinct (%)	0.1%
Missing	48031
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%
Mean	85.450577

Minimum	0.10992095
Maximum	17132.919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	0.10992095
5-th percentile	0.75184132
Q1	1.664497
median	8.4773824
Q3	39.873099
95-th percentile	260.90565
Maximum	17132.919
Range	17132.809
Interquartile range (IQR)	38.208602

Descriptive statistics

Standard deviation	379.49883
Coefficient of variation (CV)	4.44115
Kurtosis	225.88235
Mean	85.450577
Median Absolute Deviation (MAD)	7.5171572
Skewness	11.732091
Sum	2.2673661 × 10⁸
Variance	144019.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.212648825	13475	0.5%
767.9985868	12620	0.5%
64.86280707	10930	0.4%
22.85109755	9575	0.4%
24.24593612	9469	0.4%
1.653735601	9420	0.3%
3.850741016	9301	0.3%
22.98189622	9002	0.3%
943.7487504	8753	0.3%
62.91280314	8153	0.3%
Other values (1822)	2552726	94.5%
(Missing)	48031	1.8%

Value	Count	Frequency (%)
0.1099209533	1292	< 0.1%
0.150668958	189	< 0.1%
0.2286851919	327	< 0.1%
0.2662815307	706	< 0.1%
0.2857682808	388	< 0.1%
0.3062273498	792	< 0.1%
0.3184937931	2481	0.1%
0.3213928872	640	< 0.1%
0.3249334435	279	< 0.1%
0.3252875531	2364	0.1%

Value	Count	Frequency (%)
17132.91893	32	< 0.1%
10403.7113	524	< 0.1%
9104.650689	12	< 0.1%
8827.694491	143	< 0.1%
6473.267074	133	< 0.1%
5013.033193	58	< 0.1%
4804.267014	20	< 0.1%
4753.380743	103	< 0.1%
4475.328644	1355	0.1%
4371.358449	788	< 0.1%

densidad_hab
Real number (ℝ)

High correlation Missing

Distinct	1360
Distinct (%)	0.1%
Missing	147275
Missing (%)	5.5%
Infinite	0
Infinite (%)	0.0%
Mean	5129.1223

Minimum	0
Maximum	45213.161
Zeros	32
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	0
5-th percentile	18.806969
Q1	396.91462
median	2849.0011
Q3	8257.1378
95-th percentile	15951.572
Maximum	45213.161
Range	45213.161
Interquartile range (IQR)	7860.2232

Descriptive statistics

Standard deviation	6202.7494
Coefficient of variation (CV)	1.2093198
Kurtosis	9.126839
Mean	5129.1223
Median Absolute Deviation (MAD)	2724.9734
Skewness	2.2966026
Sum	1.3100702 × 10¹⁰
Variance	38474100
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17279.52856	13475	0.5%
103.0262312	12620	0.5%
848.421499	10930	0.4%
4370.468411	9575	0.4%
2395.452983	9469	0.4%
5962.863711	9420	0.3%
10455.64992	9301	0.3%
4222.628066	9002	0.3%
16.35922696	8753	0.3%
833.0736732	8153	0.3%
Other values (1350)	2453482	90.8%
(Missing)	147275	5.5%

Value	Count	Frequency (%)
0	32	< 0.1%
0.01553075957	456	< 0.1%
0.05665253926	143	< 0.1%
0.08198804269	363	< 0.1%
0.1840793419	44	< 0.1%
0.1891772095	114	< 0.1%
0.3240110898	255	< 0.1%
0.398341675	928	< 0.1%
0.3986176343	17	< 0.1%
0.5429295912	569	< 0.1%

Value	Count	Frequency (%)
45213.16077	5536	0.2%
43586.47453	5360	0.2%
42636.91265	4703	0.2%
37937.9024	2964	0.1%
29464.32813	4028	0.1%
25148.02693	1334	< 0.1%
22474.67934	1852	0.1%
22011.04649	1793	0.1%
21551.83795	1696	0.1%
21421.87834	2102	0.1%

uf
Real number (ℝ)

High correlation

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37332.756

Minimum	35287.5
Maximum	39383.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	35287.5
5-th percentile	35509.68
Q1	36130.31
median	37261.98
Q3	38384.41
95-th percentile	39267.07
Maximum	39383.07
Range	4095.57
Interquartile range (IQR)	2254.1

Descriptive statistics

Standard deviation	1237.5139
Coefficient of variation (CV)	0.033148206
Kurtosis	-1.23108
Mean	37332.756
Median Absolute Deviation (MAD)	1131.67
Skewness	0.11699254
Sum	1.0085276 × 10¹¹
Variance	1531440.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
35575.48	88568	3.3%
35287.5	87589	3.2%
35838.55	86882	3.2%
36789.36	86329	3.2%
35509.68	86291	3.2%
36032.89	86184	3.2%
38416.69	85704	3.2%
37093.52	85662	3.2%
36388.07	85406	3.2%
36563.87	85351	3.2%
Other values (22)	1837489	68.0%

Value	Count	Frequency (%)
35287.5	87589	3.2%
35509.68	86291	3.2%
35575.48	88568	3.3%
35838.55	86882	3.2%
36032.89	86184	3.2%
36049.05	84431	3.1%
36089.48	84554	3.1%
36130.31	85270	3.2%
36197.53	84846	3.1%
36388.07	85406	3.2%

Value	Count	Frequency (%)
39383.07	82125	3.0%
39267.07	80950	3.0%
39189.45	82108	3.0%
39179.01	81864	3.0%
39075.41	82402	3.1%
38894.11	84329	3.1%
38647.94	82334	3.0%
38416.69	85704	3.2%
38384.41	84312	3.1%
38247.92	84756	3.1%

dolar
Real number (ℝ)

High correlation

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	909.78732

Minimum	789.32
Maximum	992.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	789.32
5-th percentile	801.61
Q1	854.22
median	932.66
Q3	951.21
95-th percentile	988.1
Maximum	992.12
Range	202.8
Interquartile range (IQR)	96.99

Descriptive statistics

Standard deviation	63.182716
Coefficient of variation (CV)	0.069447787
Kurtosis	-0.98187847
Mean	909.78732
Median Absolute Deviation (MAD)	44.66
Skewness	-0.59901171
Sum	2.4577495 × 10⁹
Variance	3992.0556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
789.32	88568	3.3%
810.37	87589	3.2%
801.61	86882	3.2%
884.59	86329	3.2%
831.24	86291	3.2%
803.94	86184	3.2%
992.12	85704	3.2%
982.38	85662	3.2%
910.28	85406	3.2%
867.86	85351	3.2%
Other values (22)	1837489	68.0%

Value	Count	Frequency (%)
789.32	88568	3.3%
801.61	86882	3.2%
802.68	84554	3.1%
803.94	86184	3.2%
810.37	87589	3.2%
827.84	84431	3.1%
831.24	86291	3.2%
854.22	85270	3.2%
867.86	85351	3.2%
884.59	86329	3.2%

Value	Count	Frequency (%)
992.12	85704	3.2%
988.1	84312	3.1%
982.38	85662	3.2%
980.19	84102	3.1%
978.07	81864	3.0%
977.32	84756	3.1%
967.48	82125	3.0%
956.58	83448	3.1%
951.21	82334	3.0%
951.02	81188	3.0%

ipc
Real number (ℝ)

Zeros

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35194512

Minimum	-0.5
Maximum	1.1
Zeros	82125
Zeros (%)	3.0%
Negative	505016
Negative (%)	18.7%
Memory size	20.6 MiB

Quantile statistics

Minimum	-0.5
5-th percentile	-0.4
Q1	0.1
median	0.4
Q3	0.7
95-th percentile	1.1
Maximum	1.1
Range	1.6
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.40921552
Coefficient of variation (CV)	1.1627254
Kurtosis	-0.59910165
Mean	0.35194512
Median Absolute Deviation (MAD)	0.3
Skewness	-0.041077975
Sum	950763.9
Variance	0.16745735
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0.7	338982	12.5%
0.4	337833	12.5%
0.1	254939	9.4%
0.3	253279	9.4%
0.2	249266	9.2%
1.1	172880	6.4%
-0.2	170258	6.3%
0.5	169203	6.3%
-0.1	167479	6.2%
0.8	87589	3.2%
Other values (6)	499747	18.5%

Value	Count	Frequency (%)
-0.5	86329	3.2%
-0.4	80950	3.0%
-0.2	170258	6.3%
-0.1	167479	6.2%
0	82125	3.0%
0.1	254939	9.4%
0.2	249266	9.2%
0.3	253279	9.4%
0.4	337833	12.5%
0.5	169203	6.3%

Value	Count	Frequency (%)
1.1	172880	6.4%
1	84377	3.1%
0.9	81864	3.0%
0.8	87589	3.2%
0.7	338982	12.5%
0.6	84102	3.1%
0.5	169203	6.3%
0.4	337833	12.5%
0.3	253279	9.4%
0.2	249266	9.2%

imacec
Real number (ℝ)

High correlation Zeros

Distinct	26
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3097131

Minimum	-2.1
Maximum	6.6
Zeros	168331
Zeros (%)	6.2%
Negative	686412
Negative (%)	25.4%
Memory size	20.6 MiB

Quantile statistics

Minimum	-2.1
5-th percentile	-2
Q1	-0.1
median	1.1
Q3	2.5
95-th percentile	4.5
Maximum	6.6
Range	8.7
Interquartile range (IQR)	2.6

Descriptive statistics

Standard deviation	2.0132531
Coefficient of variation (CV)	1.537171
Kurtosis	-0.21270946
Mean	1.3097131
Median Absolute Deviation (MAD)	1.4
Skewness	0.40586515
Sum	3538131.1
Variance	4.0531881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
2.5	252051	9.3%
-1	170883	6.3%
0	168331	6.2%
2.3	167661	6.2%
1.8	166295	6.2%
-2.1	88568	3.3%
0.4	87589	3.2%
-1.1	86882	3.2%
-0.5	86291	3.2%
-2	86184	3.2%
Other values (16)	1340720	49.6%

Value	Count	Frequency (%)
-2.1	88568	3.3%
-2	86184	3.2%
-1.1	86882	3.2%
-1	170883	6.3%
-0.9	85270	3.2%
-0.5	86291	3.2%
-0.1	82334	3.0%
0	168331	6.2%
0.1	81188	3.0%
0.3	85406	3.2%

Value	Count	Frequency (%)
6.6	85704	3.2%
4.5	84102	3.1%
4.2	83448	3.1%
3.8	84329	3.1%
3.5	84874	3.1%
3.2	82108	3.0%
3.1	80950	3.0%
2.5	252051	9.3%
2.3	167661	6.2%
2.1	84756	3.1%

tpm
Real number (ℝ)

High correlation

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4377479

Minimum	4.75
Maximum	11.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	4.75
5-th percentile	4.75
Q1	5
median	6.5
Q3	10.25
95-th percentile	11.25
Maximum	11.25
Range	6.5
Interquartile range (IQR)	5.25

Descriptive statistics

Standard deviation	2.4726703
Coefficient of variation (CV)	0.33244879
Kurtosis	-1.4187183
Mean	7.4377479
Median Absolute Deviation (MAD)	1.5
Skewness	0.45469023
Sum	20092741
Variance	6.1140983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
5	582139	21.5%
11.25	520068	19.3%
5.75	247920	9.2%
8.25	171666	6.4%
9	170757	6.3%
7.25	169764	6.3%
10.25	169701	6.3%
5.25	169133	6.3%
4.75	163989	6.1%
6.5	84874	3.1%
Other values (3)	251444	9.3%

Value	Count	Frequency (%)
4.75	163989	6.1%
5	582139	21.5%
5.25	169133	6.3%
5.5	83485	3.1%
5.75	247920	9.2%
6	83113	3.1%
6.5	84874	3.1%
7.25	169764	6.3%
8.25	171666	6.4%
9	170757	6.3%

Value	Count	Frequency (%)
11.25	520068	19.3%
10.25	169701	6.3%
9.5	84846	3.1%
9	170757	6.3%
8.25	171666	6.4%
7.25	169764	6.3%
6.5	84874	3.1%
6	83113	3.1%
5.75	247920	9.2%
5.5	83485	3.1%

tasa_desempleo
Real number (ℝ)

Missing

Distinct	28
Distinct (%)	< 0.1%
Missing	82402
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	8.5768664

Minimum	8.02
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	20.6 MiB

Quantile statistics

Minimum	8.02
5-th percentile	8.04
Q1	8.38
median	8.58
Q3	8.77
95-th percentile	8.94
Maximum	9
Range	0.98
Interquartile range (IQR)	0.39

Descriptive statistics

Standard deviation	0.26348954
Coefficient of variation (CV)	0.030720957
Kurtosis	-0.52769328
Mean	8.5768664
Median Absolute Deviation (MAD)	0.19
Skewness	-0.46629115
Sum	22463268
Variance	0.069426738
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
8.52	171058	6.3%
8.68	169110	6.3%
8.89	166356	6.2%
8.81	88568	3.3%
8.04	87589	3.2%
8.66	86882	3.2%
8.48	86329	3.2%
8.37	86291	3.2%
8.08	85704	3.2%
8.73	85351	3.2%
Other values (18)	1505815	55.7%

Value	Count	Frequency (%)
8.02	84312	3.1%
8.04	87589	3.2%
8.08	85704	3.2%
8.22	84756	3.1%
8.31	83113	3.1%
8.35	81188	3.0%
8.37	86291	3.2%
8.38	82334	3.0%
8.44	85337	3.2%
8.48	86329	3.2%

Value	Count	Frequency (%)
9	85270	3.2%
8.94	82108	3.0%
8.91	84846	3.1%
8.9	83284	3.1%
8.89	166356	6.2%
8.81	88568	3.3%
8.77	84431	3.1%
8.74	83485	3.1%
8.73	85351	3.2%
8.71	84329	3.1%

	canal	densidad_hab	descr_flag_patente	dolar	id_barrio	id_cliente	id_comuna	id_periodo	imacec	indice_gse	ipc	liq_um	n_habitantes	n_ptos_interes	segmento	superficie_km2	tasa_desempleo	tpm	uf
canal	1.000	0.058	0.077	0.003	0.086	0.053	0.084	0.002	0.002	0.174	0.003	0.090	0.128	0.190	1.000	0.032	0.003	0.004	0.005
densidad_hab	0.058	1.000	0.040	-0.001	0.259	-0.060	0.260	0.002	-0.000	0.371	-0.002	0.088	0.328	0.138	0.060	-0.890	0.005	-0.001	0.002
descr_flag_patente	0.077	0.040	1.000	0.003	0.103	0.037	0.089	0.002	0.002	0.067	0.001	0.002	0.100	0.034	0.466	0.009	0.003	0.003	0.003
dolar	0.003	-0.001	0.003	1.000	0.002	0.025	0.002	0.766	0.684	0.004	0.116	0.014	0.000	0.004	0.007	0.002	-0.299	-0.806	0.756
id_barrio	0.086	0.259	0.103	0.002	1.000	-0.079	0.997	0.004	0.001	0.041	-0.000	0.072	0.089	0.112	0.083	-0.189	0.001	-0.003	0.004
id_cliente	0.053	-0.060	0.037	0.025	-0.079	1.000	-0.078	0.028	0.021	-0.041	-0.001	-0.023	-0.017	-0.024	0.040	0.048	-0.005	-0.028	0.028
id_comuna	0.084	0.260	0.089	0.002	0.997	-0.078	1.000	0.003	0.001	0.042	-0.000	0.072	0.088	0.113	0.083	-0.190	0.001	-0.003	0.003
id_periodo	0.002	0.002	0.002	0.766	0.004	0.028	0.003	1.000	0.604	0.006	-0.076	-0.022	0.003	0.004	0.010	0.000	-0.004	-0.991	0.998
imacec	0.002	-0.000	0.002	0.684	0.001	0.021	0.001	0.604	1.000	0.004	0.218	0.004	0.000	0.003	0.005	0.001	-0.080	-0.618	0.600
indice_gse	0.174	0.371	0.067	0.004	0.041	-0.041	0.042	0.006	0.004	1.000	-0.001	0.041	0.212	0.443	0.108	-0.354	0.002	-0.006	0.006
ipc	0.003	-0.002	0.001	0.116	-0.000	-0.001	-0.000	-0.076	0.218	-0.001	1.000	0.030	-0.002	0.001	0.004	0.001	0.053	0.034	-0.116
liq_um	0.090	0.088	0.002	0.014	0.072	-0.023	0.072	-0.022	0.004	0.041	0.030	1.000	0.099	-0.038	0.043	-0.040	-0.046	0.013	-0.022
n_habitantes	0.128	0.328	0.100	0.000	0.089	-0.017	0.088	0.003	0.000	0.212	-0.002	0.099	1.000	0.222	0.079	0.056	0.004	-0.002	0.003
n_ptos_interes	0.190	0.138	0.034	0.004	0.112	-0.024	0.113	0.004	0.003	0.443	0.001	-0.038	0.222	1.000	0.116	-0.146	-0.002	-0.004	0.004
segmento	1.000	0.060	0.466	0.007	0.083	0.040	0.083	0.010	0.005	0.108	0.004	0.043	0.079	0.116	1.000	0.028	0.007	0.007	0.008
superficie_km2	0.032	-0.890	0.009	0.002	-0.189	0.048	-0.190	0.000	0.001	-0.354	0.001	-0.040	0.056	-0.146	0.028	1.000	-0.005	-0.001	-0.000
tasa_desempleo	0.003	0.005	0.003	-0.299	0.001	-0.005	0.001	-0.004	-0.080	0.002	0.053	-0.046	0.004	-0.002	0.007	-0.005	1.000	0.069	-0.001
tpm	0.004	-0.001	0.003	-0.806	-0.003	-0.028	-0.003	-0.991	-0.618	-0.006	0.034	0.013	-0.002	-0.004	0.007	-0.001	0.069	1.000	-0.986
uf	0.005	0.002	0.003	0.756	0.004	0.028	0.003	0.998	0.600	0.006	-0.116	-0.022	0.003	0.004	0.008	-0.000	-0.001	-0.986	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	id_cliente	id_periodo	liq_um	id_barrio	id_comuna	segmento	canal	descr_flag_patente	indice_gse	n_habitantes	n_ptos_interes	superficie_km2	densidad_hab	uf	dolar	ipc	imacec	tpm	tasa_desempleo
0	33	202301	8.91264	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	35287.50	810.37	0.8	0.4	11.25	8.04
1	33	202302	-0.46656	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	35509.68	831.24	-0.1	-0.5	11.25	8.37
2	33	202303	1.06944	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	35575.48	789.32	1.1	-2.1	11.25	8.81
3	33	202304	2.21184	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	35838.55	801.61	0.3	-1.1	11.25	8.66
4	33	202305	1.02144	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	36032.89	803.94	0.1	-2.0	11.25	8.52
5	33	202306	0.60480	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	36089.48	802.68	-0.2	-1.0	11.25	8.53
6	33	202307	1.31904	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	36049.05	827.84	0.4	1.8	10.25	8.77
7	33	202308	0.94464	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	36130.31	854.22	0.1	-0.9	10.25	9.00
8	33	202309	1.08672	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	36197.53	906.84	0.7	0.0	9.50	8.91
9	33	202310	1.94112	710120.0	7101.0	BA	CONSUMO	CON PATENTE	0.081698	15800.0	7.0	2.422458	6522.300599	36388.07	910.28	0.4	0.3	9.00	8.89

	id_cliente	id_periodo	liq_um	id_barrio	id_comuna	segmento	canal	descr_flag_patente	indice_gse	n_habitantes	n_ptos_interes	superficie_km2	densidad_hab	uf	dolar	ipc	imacec	tpm	tasa_desempleo
2701445	727518	202411	5.4336	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	38247.92	977.32	0.2	2.1	5.25	8.22
2701446	727518	202412	7.9512	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	38416.69	992.12	-0.2	6.6	5.00	8.08
2701447	727518	202501	6.4464	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	38384.41	988.10	1.1	2.5	5.00	8.02
2701448	727518	202502	5.8272	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	38647.94	951.21	0.4	-0.1	5.00	8.38
2701449	727518	202503	7.3080	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	38894.11	946.10	0.5	3.8	5.00	8.71
2701450	727518	202504	4.3296	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	39075.41	945.42	0.2	2.5	5.00	NaN
2701451	727518	202505	4.9488	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	39189.45	937.37	0.2	3.2	5.00	8.94
2701452	727518	202506	2.6976	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	39267.07	935.74	-0.4	3.1	5.00	8.89
2701453	727518	202507	1.4976	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	39179.01	978.07	0.9	1.8	4.75	8.70
2701454	727518	202508	4.2096	1030119.0	10301.0	AL	COMPRA	SIN PATENTE	0.181908	21659.0	41.0	44.326199	488.627507	39383.07	967.48	0.0	0.5	4.75	8.56

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample